﻿using MgAl2O4.Utils;

namespace FFTriadBuddy
{
    public class MLClassifierTriadDigit
    {
        private float[] Layer0W = null;
        private float[] Layer0B = null;
        private float[] Layer1W = null;
        private float[] Layer1B = null;

        public int Calculate(float[] input, out float BestPct)
        {
            float[] Layer0Out = new float[Layer0B.Length];
            MLUtils.CalcNetworkLayer(input, Layer0Out, Layer0W, Layer0B);
            MLUtils.ApplyRelu(Layer0Out);

            float[] Layer1Out = new float[Layer1B.Length];
            MLUtils.CalcNetworkLayer(Layer0Out, Layer1Out, Layer1W, Layer1B);
            MLUtils.ApplySoftmax(Layer1Out);

            return MLUtils.PickHighestProbability(Layer1Out, out BestPct);
        }

        public void InitializeModel()
        {
            // AUTO GENERATED, see: ml/PatternMatch/ for details
            Layer0W = new float[]{0.271546f, -0.205081f, -0.651176f, -0.261082f, -0.383329f, -0.078573f, -0.318611f, -0.580253f, -0.010273f, -0.797560f, -1.847914f, 0.324567f, 1.012823f, 0.800718f, -0.327897f, -0.492692f, -0.002565f, -0.118536f, -0.468724f,
0.280153f, 1.182788f, 1.317530f, 0.332012f, -0.696705f, -0.233519f, 0.111471f, 0.081786f, 0.469512f, 0.214254f, 0.389200f, 0.074101f, -0.210050f, 0.690561f, -0.103074f, -0.798476f, 0.093215f, 0.492949f, 0.094889f, -0.051687f, -0.406276f, 0.749405f,
0.065477f, -0.153692f, 0.801971f, -0.120357f, -0.231973f, -0.801188f, 0.182893f, 0.519780f, 0.425267f, 0.476315f, -0.009347f, 0.130495f, -2.551004f, -0.409618f, -0.241282f, 0.073374f, -1.105936f, 0.576733f, 0.406369f, -0.837336f, 0.143996f,
0.716095f, 0.510630f, -0.146934f, 0.617297f, -1.187699f, -0.760222f, -0.818938f, -0.744702f, -1.051053f, -1.296377f, 1.038678f, -1.683531f, -0.185057f, 0.050346f, 0.149905f, -0.807990f, 0.133908f, -1.093074f, -0.173351f, -1.021442f, -0.573601f,
0.732847f, -0.307244f, 1.191144f, 0.033877f, 1.025724f, -1.653224f, -1.251046f, 1.105925f, 1.130046f, -0.863230f, -0.933529f, 0.844586f, 0.000138f, 0.386531f, 0.724121f, -2.045587f, -2.468557f, -0.735529f, -0.175709f, -0.095613f, 1.467504f,
1.369352f, 0.155247f, -0.575578f, -0.119469f, 0.631953f, 0.174656f, -0.710072f, -0.355091f, 0.520958f, 0.282135f, 1.517227f, 0.474407f, 0.621948f, -0.857578f, -1.169736f, -1.249021f, -1.475948f, -1.542416f, 1.406823f, 0.370852f, -1.617293f,
-1.010209f, 0.655005f, -0.018751f, -0.577111f, 0.380469f, -1.117330f, -0.605397f, 0.097021f, -0.538094f, -0.189161f, -0.951056f, 0.241956f, -2.322987f, -0.668585f, -0.343824f, 0.319533f, 0.175736f, -0.013798f, -1.177638f, 0.765871f, -0.077799f,
-0.228830f, 0.025923f, -0.889169f, 0.398856f, 0.053321f, 0.384943f, -0.243018f, -0.958108f, -0.133106f, 0.162244f, -0.187324f, -0.891595f, 1.062646f, -0.695027f, -0.730241f, 0.346924f, -0.935136f, -1.192364f, -0.820551f, -0.616945f, -0.006884f,
1.768268f, 0.259298f, -0.169132f, 0.598399f, -1.134489f, 0.057953f, -0.474717f, -0.307865f, 0.328431f, 0.176963f, -0.368920f, 0.076617f, -0.182313f, 1.134772f, 0.160967f, -0.588647f, 0.116401f, -0.252017f, -1.318279f, 2.314683f, 0.534291f,
-1.887248f, -0.995131f, -0.679788f, 0.155157f, -0.275734f, -1.098808f, 0.525792f, 0.672002f, 1.128391f, 0.000172f, 0.813298f, -0.406030f, -0.663606f, -2.127263f, -1.563887f, -0.669477f, -0.224666f, 0.597803f, 0.070979f, -0.283940f, 1.122621f,
0.570371f, 0.234627f, -0.481241f, -0.862284f, -0.361209f, 0.094664f, -0.294406f, -0.132990f, 0.269469f, -0.628075f, -0.542272f, 0.216095f, -0.311202f, 0.788993f, -1.016705f, -1.203795f, 0.201438f, 0.508126f, 0.625639f, -1.200311f, -0.132036f,
0.003114f, 0.869865f, -0.355348f, 0.080775f, 0.754567f, -1.284700f, -0.272696f, -0.546975f, -0.409584f, 0.923353f, -0.803034f, -0.527560f, -0.079193f, -0.588996f, 0.756177f, 0.111457f, -0.232664f, 1.436145f, 0.393745f, -0.579094f, 1.560041f,
0.977584f, -1.376689f, -0.327748f, -0.840224f, 0.343236f, -0.766295f, -1.847912f, 0.723464f, 1.281596f, 0.580530f, -0.046700f, 0.923720f, 0.213200f, -0.655170f, -1.533134f, -1.533579f, -0.510443f, -0.712194f, 0.319991f, -0.351740f, 0.391897f,
0.961203f, -0.064601f, 0.173083f, -0.290702f, -1.306525f, 0.244206f, -0.006299f, 0.445867f, -0.668679f, 0.971515f, -1.001165f, -0.764805f, 0.002271f, -0.217254f, 0.027898f, -0.061139f, -1.120501f, 0.484531f, 0.559994f, 0.713600f, -1.847836f,
0.075235f, -0.662206f, 0.833714f, -0.307238f, 0.094330f, 0.135360f, -0.573788f, -0.303131f, -0.066727f, -0.162289f, 0.874334f, -0.796114f, -0.198015f, -0.300568f, -0.727762f, 0.147200f, 0.058902f, -0.044126f, 1.492238f, 0.547659f, -0.241622f,
0.417806f, 0.786114f, -0.182985f, 0.544228f, -1.087354f, 0.792427f, -1.409215f, -0.985820f, -0.196858f, 0.684575f, 0.307558f, 0.160244f, 1.029148f, 0.032594f, -0.329411f, -1.422652f, 0.218412f, -0.050991f, -1.119925f, -0.289936f, -0.679726f,
0.356057f, 0.285453f, -0.123766f, -0.268865f, 0.347235f, -1.862547f, -0.050812f, 0.142213f, 0.297951f, -0.316191f, 0.685789f, -0.865725f, 0.044046f, -0.121074f, -0.332531f, -0.495015f, 0.275749f, -1.094628f, 0.042051f, 0.407306f, -0.596977f,
-1.162996f, 0.059157f, -0.098443f, 0.953877f, -0.081841f, 0.136084f, 0.367731f, -0.845649f, -0.689167f, 0.239695f, 0.600596f, 0.541226f, -0.804042f, 0.170727f, -0.401800f, -0.620091f, 0.068791f, 0.240472f, 0.126322f, 1.064179f, 0.133144f, 0.033113f,
0.321734f, 0.497469f, 0.129059f, 0.547632f, -1.106544f, 0.744280f, -1.794200f, -0.449246f, -0.527474f, 0.639556f, 0.315139f, -0.056515f, 0.947369f, -0.008823f, -0.101460f, -1.187326f, 0.840000f, -0.075185f, -1.561897f, -0.747350f, -0.439400f,
0.244230f, -0.004641f, -0.102597f, -0.241408f, 0.677444f, -2.748073f, -0.295784f, -0.062253f, 0.038878f, -0.476057f, 0.466450f, -0.818240f, 0.315080f, 0.112677f, -0.533895f, -1.125359f, 0.191043f, -1.202716f, 0.159599f, 0.617583f, -1.101067f,
-0.706195f, -0.226668f, -0.710698f, 0.828757f, -0.167285f, 0.491972f, 0.379149f, -1.018179f, -0.350129f, 0.258998f, 0.416729f, 0.074862f, -0.772785f, 0.529541f, -0.413959f, -0.022830f, -0.005225f, 0.827138f, -0.183618f, 0.581875f, 0.191781f,
0.402265f, 0.202991f, 0.736840f, 0.184689f, 0.234629f, -1.150904f, 1.114066f, -2.147441f, -0.348584f, -0.037486f, 0.425342f, -0.031681f, 0.486749f, 0.252626f, 0.002107f, -0.187112f, -1.505399f, 1.459733f, -0.578970f, -1.819932f, -0.798893f,
-0.051551f, 0.170068f, -0.142569f, -0.253743f, 0.110381f, 0.414434f, -2.742434f, -0.211558f, 0.024168f, 0.236330f, -0.385590f, 0.365228f, -1.158853f, 0.341325f, 0.131930f, -0.766245f, -1.874704f, -0.166365f, -0.541754f, -0.300999f, 0.570849f,
-1.480958f, -0.291351f, -0.151439f, -0.224010f, 0.896703f, 0.322719f, 0.588390f, -0.091656f, -0.925246f, -0.850632f, 0.352763f, 0.635212f, -0.219908f, -1.034883f, 0.388733f, 0.185243f, -0.071930f, 0.251783f, 0.148923f, -0.037038f, 0.015486f,
-0.096499f, 0.447285f, 0.242924f, 1.035903f, -0.322769f, -0.044634f, -0.559554f, 0.894952f, -1.699435f, 1.517281f, 0.040663f, 0.233264f, 0.096636f, -0.060400f, 0.620527f, -0.388773f, -0.622065f, -2.827325f, 1.659923f, 0.038310f, -0.974294f,
-0.164242f, 0.589253f, -0.027740f, 0.025984f, -0.205388f, -0.297829f, 0.740500f, -1.845897f, -0.497136f, -0.050523f, 0.145278f, -0.516205f, -0.584182f, -1.233057f, 0.751597f, -0.275943f, 0.585021f, -3.015336f, -0.573613f, -0.260912f, -0.256384f,
-0.288116f, -1.612339f, 0.007534f, -0.346917f, 0.506848f, 0.906506f, 1.030530f, 0.112957f, 0.224662f, -0.414425f, -1.202762f, 0.164552f, 0.201896f, 0.087846f, -0.973051f, 0.676471f, 0.545174f, 1.058772f, 0.142474f, 0.336968f, -0.316629f, 0.537222f,
-0.244673f, -0.052919f, -0.372941f, 0.475764f, -0.075443f, 0.175678f, 0.666622f, 0.701639f, -0.928581f, 1.034767f, 0.546371f, 0.769761f, -1.570502f, -0.472987f, -0.526021f, -0.651031f, -0.534904f, -1.681854f, 0.701625f, -0.712093f, -0.146554f,
0.036507f, 0.947415f, 0.720288f, 0.345912f, -0.256840f, 0.363802f, -0.073122f, -1.144349f, 0.376229f, -0.518441f, 0.631322f, -0.602142f, -0.320435f, -1.101757f, 0.342167f, -0.396502f, 0.435009f, -2.105217f, -0.279007f, -0.045872f, 0.150212f,
-1.274971f, -0.593592f, -0.234185f, -0.133945f, -0.937917f, 0.654914f, 0.814818f, -0.473170f, -0.034200f, 0.120494f, -1.124161f, -0.210357f, 0.735658f, -0.097489f, -0.711382f, 0.030594f, 0.910432f, 0.134439f, -0.170515f, 0.134520f, -0.489893f,
-0.562107f, -0.993875f, -0.499517f, -0.326826f, 0.152174f, -0.226580f, 0.052896f, 0.709010f, 0.327524f, -0.397307f, -0.683964f, -0.784094f, -0.509508f, 0.016892f, 0.081538f, 0.014890f, -0.246280f, 0.590540f, 0.046360f, -0.177094f, 0.186291f,
-0.791710f, -0.105357f, -1.081548f, -0.329905f, -0.460448f, 0.270120f, 0.166411f, 0.598402f, -0.420427f, 0.624285f, 0.563410f, -0.084066f, 0.292480f, 0.546979f, -0.226578f, 0.242330f, 0.244487f, -0.004723f, -0.416252f, 0.204850f, 0.343430f,
-0.196403f, 0.205474f, 0.927321f, -0.276923f, 0.158020f, -0.403249f, 0.857595f, -0.038645f, 0.544162f, 0.098822f, 0.759738f, -0.159182f, 0.204759f, -0.813977f, -1.219917f, -0.533678f, 0.032103f, -0.198772f, -0.475109f, 0.659517f, -1.364480f,
0.012131f, -0.585195f, 0.326440f, 0.000411f, 0.744465f, 0.834389f, 0.184901f, -0.290312f, -0.403694f, 0.000545f, 1.137512f, -0.051188f, -1.096329f, -0.018010f, 1.509732f, -0.136942f, 0.636378f, 0.094369f, 0.609250f, -0.976065f, -0.214377f, 1.280357f,
-0.157457f, 0.413722f, -1.044858f, -1.094216f, 1.653567f, 0.738696f, -0.595899f, 0.450620f, -1.710434f, -0.896884f, -0.362627f, 1.192231f, 0.245344f, 0.589161f, 0.263135f, 0.338581f, 0.405928f, 0.139485f, 0.316047f, -1.569250f, -0.411457f, 0.219950f,
-0.537089f, 1.562857f, -0.976142f, -0.252016f, 0.548806f, 1.326845f, 0.310098f, 0.049564f, 0.448897f, -0.184886f, 0.265448f, 0.123436f, -1.856541f, 0.620315f, -0.217809f, 0.046365f, -0.591535f, 0.168155f, 0.336612f, -0.043483f, -0.439969f, 1.256147f,
0.549331f, -1.208474f, 1.387088f, 0.233168f, -1.008185f, 0.686659f, -0.569932f, 0.953622f, 0.000868f, -0.215384f, -0.011173f, -0.124582f, 1.822997f, 0.666014f, 1.297197f, 0.750285f, -1.062939f, -1.864323f, -0.670052f, 0.466926f, -0.103658f,
1.842523f, -0.902326f, -0.789354f, 1.230255f, 1.794520f, 0.020401f, 0.084131f, -1.562437f, -0.377575f, 0.848067f, -0.768733f, 1.162321f, 1.189686f, -1.019511f, -0.717100f, 1.095528f, 0.923588f, -0.058389f, -1.712370f, 0.000472f, -1.025993f,
0.662752f, 2.403830f, 0.469162f, 0.477202f, 0.724072f, 0.493661f, 0.091073f, 1.253016f, 1.509460f, -0.308869f, -0.545687f, -0.500568f, -1.088738f, 0.516751f, -1.332285f, -0.694817f, -0.215663f, -0.307261f, 1.555278f, -0.380643f, 0.372286f, 1.589256f,
1.476271f, -0.488084f, 2.259937f, -0.130166f, -1.605889f, 0.666976f, -0.104815f, -0.540231f, -0.208651f, -0.486596f, 1.213979f, 0.700048f, 1.237770f, 0.743596f, 0.527791f, 1.068498f, -1.254946f, -2.147520f, -1.447119f, -0.210019f, 0.237998f,
1.898551f, -0.449325f, 0.327777f, 0.641703f, 1.174889f, 0.432344f, -0.997057f, -1.059322f, 0.360066f, 0.385893f, 0.158391f, 0.714197f, 1.158036f, -1.345855f, -1.015610f, 1.010454f, 0.823474f, -0.610061f, -1.151725f, -0.033620f, -0.551850f, 0.572347f,
2.339703f, 0.156216f, 0.751296f, -0.037707f, 0.038263f, 0.238852f, 0.610463f, 0.587804f, 0.323833f, -1.009658f, -0.241112f, -0.463909f, 0.281523f, -0.853296f, -0.772058f, 0.813488f, -1.063994f, 0.906514f, -1.403501f, 0.506150f, 1.104217f, 1.157378f,
-0.595170f, 1.396184f, 0.358103f, -1.379263f, 0.509877f, 0.580108f, -0.264008f, 0.583135f, -0.442082f, -0.961304f, 0.632493f, -0.553891f, -0.330510f, 0.191023f, 0.549474f, -1.019051f, -2.010425f, -1.514304f, 0.570731f, 1.726448f, 0.930546f,
-0.159049f, 0.479772f, 0.946268f, -0.012739f, -0.484212f, -0.648363f, -1.499862f, 0.303651f, -0.732383f, 0.985595f, -0.571217f, 0.384268f, -0.635522f, 0.380269f, -0.242018f, -0.199322f, 0.078032f, -0.075980f, 0.500874f, -0.051482f, -0.358809f,
1.225762f, -0.790872f, -0.092526f, -0.024254f, 1.159581f, 0.800608f, -0.599806f, -0.155794f, 1.096889f, -0.487759f, 0.254775f, -0.644212f, 1.327325f, 0.903603f, 0.273520f, 0.538684f, -0.923151f, -0.208738f, -0.517755f, -0.585145f, 1.006929f,
-0.008504f, -1.121011f, 0.268768f, -0.522298f, 0.235880f, 1.172698f, 0.500305f, 0.890062f, 0.155154f, 0.279818f, -1.378979f, 0.372908f, -0.504060f, -0.704794f, 0.620145f, 0.319017f, -0.552815f, -2.621045f, -0.434735f, 0.639051f, 1.353550f, 0.994901f,
0.235984f, 0.463365f, 0.718823f, -0.199296f, -0.420587f, -0.159833f, -1.810447f, -0.390144f, -0.762312f, 0.653485f, -0.414015f, -0.053301f, -0.387199f, 0.877867f, -0.460296f, 0.318483f, -0.050850f, 0.091415f, 0.325990f, -0.329265f, -0.479100f,
0.390314f, -0.461764f, -0.378636f, 0.089277f, 1.202160f, 0.409784f, -0.422649f, 0.397622f, 0.533058f, -0.699039f, 0.023734f, -0.390929f, 0.797597f, 1.076748f, 0.678585f, 0.677856f, 0.384035f, -0.142939f, 0.577150f, -0.435540f, 0.892677f, -0.438798f,
-1.222140f, 0.265574f, -1.000681f, 0.205222f, 0.913199f, 0.857479f, 0.531263f, -0.428997f, 0.424318f, -1.439214f, 0.538927f, -0.091856f, -0.390551f, 0.414231f, 0.035927f, 0.614627f, -2.489101f, -0.056738f, 0.562764f, 0.345249f, 0.327323f, -0.145211f,
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            Layer0B = new float[]{0.419949f, 0.136773f, 0.713201f, 0.475930f, 0.092343f, 0.459801f, 0.282257f, 0.754890f, 0.305231f, 0.153451f, 0.993946f, 0.177811f, 0.514947f, 0.094744f, 0.446849f, 0.496650f, 0.453134f, 0.176580f, 0.097344f, 0.091321f,
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        }
    }
}
